Technology landscape
How reported AI classifications spread across agencies, missions, lifecycle stages and sourcing. Each record carries one reported classification, so categories do not overlap. A classification describes the technique, not a specific commercial model.
Lifecycle by technology
Share of each technology's recordsSourcing by technology
Where reportedDeveloped in-house: 16 (23.5%)Generative AI
Contract and in-house: 12 (17.6%)Generative AI
Purchased from vendor: 40 (58.8%)
Developed in-house: 10 (47.6%)Classical / predictive ML
Purchased from vendor: 11 (52.4%)
Developed in-house: 3 (30.0%)Natural language processing
Contract and in-house: 1 (10.0%)Natural language processing
Purchased from vendor: 6 (60.0%)
Technology adoption by agency
Row share: each agency's records by classification · 16 largest portfolios in the filterTechnology by topic area
Row share within each topic| Generative AI | Classical / predictive ML | Natural language processing | Computer vision | Agentic AI | Reinforcement learning | Other | n | |
|---|---|---|---|---|---|---|---|---|
| Information Technology | 77% | 13% | 8% | 2% | 53 | |||
| Other | 17% | 17% | 67% | 18 | ||||
| Administrative Functions | 82% | 6% | 6% | 6% | 17 | |||
| Energy and the Environment | 46% | 31% | 8% | 15% | 13 | |||
| Science | 29% | 43% | 14% | 14% | 7 | |||
| Cybersecurity | 25% | 75% | 4 | |||||
| Emergency Management | 50% | 50% | 2 | |||||
| Procurement and Financial Management | 100% | 2 | ||||||
| Health and Medical | 100% | 1 | ||||||
| Human Resources | 100% | 1 | ||||||
| Transportation | 100% | 1 |
High-impact designation by technology
Governance disclosure by technology
High-impact records: reported in place / scope| Technology | High-impact | Testing | Impact assess. | Indep. review | Monitoring | Training |
|---|---|---|---|---|---|---|
| Generative AI | 2 | 0 / 2 | 2 / 2 | 2 / 2 | 0 / 2 | 2 / 2 |
| Classical / predictive ML | 0 | – | – | – | – | – |
| Natural language processing | 0 | – | – | – | – | – |
| Computer vision | 0 | – | – | – | – | – |
| Agentic AI | 0 | – | – | – | – | – |
| Reinforcement learning | 0 | – | – | – | – | – |
| Other | 0 | – | – | – | – | – |
Shows counts reported in place against all high-impact records of that technology. The remainder includes in-progress, not applicable and unanswered. Full governance view
Systems, vendors and technology are different things
97 of 119 records name a vendor (82%)Vendor: the supplier the agency names in a free-text field. Matched to a standard list of companies; one record may name several.
System name: the agency's name for the system (reported for 88% of records).
AI classification: the technique category the agency selected. A vendor name does not show which model or technique is used, and this platform does not infer it.